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An FPGA-Based Omnidirectional Vision Sensor for Motion Detection on Mobile Robots

机译:用于移动机器人运动检测的基于FPGA的全向视觉传感器

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This work presents the development of an integrated hardware/software sensor system for moving object detection and distance calculation, based on background subtraction algorithm. The sensor comprises a catadioptric system composed by a camera and a convex mirror that reflects the environment to the camera from all directions, obtaining a panoramic view. The sensor is used as an omnidirectional vision system, allowing for localization and navigation tasks of mobile robots. Several image processing operations such as filtering, segmentation and morphology have been included in the processing architecture. For achieving distance measurement, an algorithm to determine the center of mass of a detected object was implemented. The overall architecture has been mapped onto a commercial low-cost FPGA device, using a hardware/software co-design approach, which comprises a Nios II embedded microprocessor and specific image processing blocks, which have been implemented in hardware. The background subtraction algorithm was also used to calibrate the system, allowing for accurate results. Synthesis results show that the system can achieve a throughput of 26.6 processed frames per second and the performance analysis pointed out that the overall architecture achieves a speedup factor of 13.78 in comparison with a PC-based solution running on the real-time operating system xPC Target.
机译:这项工作提出了基于背景减除算法的,用于移动物体检测和距离计算的集成硬件/软件传感器系统的开发。该传感器包括一个反射折射系统,该反射折射系统由照相机和凸面镜组成,该凸面镜从各个方向向照相机反射环境,从而获得全景。该传感器用作全向视觉系统,可用于移动机器人的定位和导航任务。处理体系结构中已包含一些图像处理操作,例如过滤,分割和形态。为了实现距离测量,实施了一种确定检测到的物体的质心的算法。使用硬件/软件协同设计方法将整体体系结构映射到了商用低成本FPGA器件上,该方法包括已在硬件中实现的Nios II嵌入式微处理器和特定的图像处理模块。还使用背景减法算法来校准系统,从而获得准确的结果。综合结果表明,该系统可以实现每秒26.6个处理帧的吞吐量,性能分析指出,与在实时操作系统xPC Target上运行的基于PC的解决方案相比,整个体系结构的加速因子为13.78。 。

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